{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [],
   "source": [
    "import pylab as pl\n",
    "import numpy as np\n",
    "from scipy import linalg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 线性代数-linalg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 解线性方程组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n",
      "5.38 ms ± 120 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "8.14 ms ± 994 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from scipy import linalg\n",
    "\n",
    "m, n = 500, 50\n",
    "A = np.random.rand(m, m)\n",
    "B = np.random.rand(m, n)\n",
    "X1 = linalg.solve(A, B)\n",
    "X2 = np.dot(linalg.inv(A), B)\n",
    "print (np.allclose(X1, X2))\n",
    "%timeit linalg.solve(A, B)\n",
    "%timeit np.dot(linalg.inv(A), B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "luf = linalg.lu_factor(A)\n",
    "X3 = linalg.lu_solve(luf, B)\n",
    "np.allclose(X1, X3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50.6 ms ± 1.94 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "3.49 ms ± 306 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "20.1 ms ± 1.42 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "4.49 ms ± 65 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
     ]
    }
   ],
   "source": [
    "M, N = 1000, 100\n",
    "np.random.seed(0)\n",
    "A = np.random.rand(M, M)\n",
    "B = np.random.rand(M, N)\n",
    "Ai = linalg.inv(A)\n",
    "luf = linalg.lu_factor(A)   \n",
    "%timeit linalg.inv(A)\n",
    "%timeit np.dot(Ai, B)\n",
    "%timeit linalg.lu_factor(A)    \n",
    "%timeit linalg.lu_solve(luf, B) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 最小二乘解"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [],
   "source": [
    "from numpy.lib.stride_tricks import as_strided\n",
    "\n",
    "\n",
    "def make_data(m, n, noise_scale):  #❶\n",
    "    np.random.seed(42)\n",
    "    x = np.random.standard_normal(m)\n",
    "    h = np.random.standard_normal(n)\n",
    "    y = np.convolve(x, h)\n",
    "    yn = y + np.random.standard_normal(len(y)) * noise_scale * np.max(y)\n",
    "    return x, yn, h\n",
    "\n",
    "\n",
    "def solve_h(x, y, n):  #❷\n",
    "    X = as_strided(\n",
    "        x, shape=(len(x) - n + 1, n), strides=(x.itemsize, x.itemsize))  #❸\n",
    "    Y = y[n - 1:len(x)]  #❹\n",
    "    h = linalg.lstsq(X, Y)  #❺\n",
    "    return h[0][::-1]  #❻"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average error of H1: 0.0\n",
      "Average error of H2: 0.2958422158342371\n"
     ]
    }
   ],
   "source": [
    "x, yn, h = make_data(1000, 100, 0.4)\n",
    "H1 = solve_h(x, yn, 120)\n",
    "H2 = solve_h(x, yn, 80)\n",
    "\n",
    "print(\"Average error of H1:\", np.mean(np.abs(h[:100] - h)))\n",
    "print(\"Average error of H2:\", np.mean(np.abs(h[:80] - H2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16bf16073c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%figonly=实际的系统参数与最小二乘解的比较\n",
    "fig, (ax1, ax2) = pl.subplots(2, 1, figsize=(6, 4))\n",
    "ax1.plot(h, linewidth=2, label=u\"实际的系统参数\")\n",
    "ax1.plot(H1, linewidth=2, label=u\"最小二乘解H1\", alpha=0.7)\n",
    "ax1.legend(loc=\"best\", ncol=2)\n",
    "ax1.set_xlim(0, len(H1))\n",
    "\n",
    "ax2.plot(h, linewidth=2, label=u\"实际的系统参数\")\n",
    "ax2.plot(H2, linewidth=2, label=u\"最小二乘解H2\", alpha=0.7)\n",
    "ax2.legend(loc=\"best\", ncol=2)\n",
    "ax2.set_xlim(0, len(H1));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 特征值和特征向量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.13027756+0.j 0.76972244+0.j]\n",
      "[[ 0.91724574  0.79325185]\n",
      " [-0.3983218   0.60889368]]\n"
     ]
    }
   ],
   "source": [
    "A = np.array([[1, -0.3], [-0.1, 0.9]])\n",
    "evalues, evectors = linalg.eig(A)\n",
    "\n",
    "print(evalues)\n",
    "print(evectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16bf1480198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%figonly=线性变换将蓝色箭头变换为红色箭头\n",
    "points = np.array([[0, 1.0], [1.0, 0], [1, 1]])\n",
    "\n",
    "def draw_arrows(points, **kw):\n",
    "    props = dict(color=\"blue\", arrowstyle=\"->\")\n",
    "    props.update(kw)\n",
    "    for x, y in points:\n",
    "        pl.annotate(\"\",\n",
    "                    xy=(x, y), xycoords='data',\n",
    "                    xytext=(0, 0), textcoords='data',\n",
    "                    arrowprops=props)\n",
    "\n",
    "draw_arrows(points)\n",
    "draw_arrows(np.dot(A, points.T).T, color=\"red\")    \n",
    "draw_arrows(evectors.T, alpha=0.7, linewidth=2)\n",
    "draw_arrows(np.dot(A, evectors).T, color=\"red\", alpha=0.7, linewidth=2)    \n",
    "\n",
    "ax = pl.gca()\n",
    "ax.set_aspect(\"equal\")\n",
    "ax.set_xlim(-0.5, 1.1)\n",
    "ax.set_ylim(-0.5, 1.1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "t = np.random.uniform(0, 2*np.pi, 60)\n",
    "\n",
    "alpha = 0.4\n",
    "a = 0.5\n",
    "b = 1.0\n",
    "x = 1.0 + a*np.cos(t)*np.cos(alpha) - b*np.sin(t)*np.sin(alpha)\n",
    "y = 1.0 + a*np.cos(t)*np.sin(alpha) - b*np.sin(t)*np.cos(alpha)\n",
    "x += np.random.normal(0, 0.05, size=len(x))\n",
    "y += np.random.normal(0, 0.05, size=len(y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.55214278  0.5580915  -0.23809922  0.54584559 -0.08350449 -0.14852803]\n"
     ]
    }
   ],
   "source": [
    "D = np.c_[x**2, x*y, y**2, x, y, np.ones_like(x)]\n",
    "A = np.dot(D.T, D)\n",
    "C = np.zeros((6, 6))\n",
    "C[[0, 1, 2], [2, 1, 0]] = 2, -1, 2\n",
    "evalues, evectors = linalg.eig(A, C)     #❶\n",
    "evectors = np.real(evectors)\n",
    "err = np.mean(np.dot(D, evectors)**2, 0) #❷\n",
    "p = evectors[:, np.argmin(err) ]         #❸\n",
    "print (p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16bf142c3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%figonly=用广义特征向量计算的拟合椭圆\n",
    "def ellipse(p, x, y):\n",
    "    a, b, c, d, e, f = p\n",
    "    return a*x**2 + b*x*y + c*y**2 + d*x + e*y + f\n",
    "\n",
    "X, Y = np.mgrid[0:2:100j, 0:2:100j]\n",
    "Z = ellipse(p, X, Y)\n",
    "pl.plot(x, y, \"ro\", alpha=0.5)\n",
    "pl.contour(X, Y, Z, levels=[0]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 奇异值分解-SVD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(505, 375)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r, g, b = np.rollaxis(pl.imread(\"vinci_target.png\"), 2).astype(float)\n",
    "img = 0.2989 * r + 0.5870 * g + 0.1140 * b\n",
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(505, 505)\n",
      "(375,)\n",
      "(375, 375)\n"
     ]
    }
   ],
   "source": [
    "U, s, Vh = linalg.svd(img)\n",
    "print(U.shape)\n",
    "print(s.shape) \n",
    "print(Vh.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\mathtext.py:854: MathTextWarning: Font 'default' does not have a glyph for '-' [U+2212]\n",
      "  MathTextWarning)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\mathtext.py:855: MathTextWarning: Substituting with a dummy symbol.\n",
      "  warn(\"Substituting with a dummy symbol.\", MathTextWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16bf142c080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%fig=按从大到小排列的奇异值\n",
    "pl.semilogy(s, lw=3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    }
   ],
   "source": [
    "def composite(U, s, Vh, n):\n",
    "    return np.dot(U[:, :n], s[:n, np.newaxis] * Vh[:n, :])\n",
    "\n",
    "print (np.allclose(img, composite(U, s, Vh, len(s))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [],
   "source": [
    "#%fig=原始图像、使用10、20、50个向量合成的图像（从左到右）\n",
    "img10 = composite(U, s, Vh, 10)\n",
    "img20 = composite(U, s, Vh, 20)\n",
    "img50 = composite(U, s, Vh, 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "UsageError: Line magic function `%array_image` not found.\n"
     ]
    }
   ],
   "source": [
    "%array_image img; img10; img20; img50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x16bf1557b00>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16bf16bcf28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x16bf186fc88>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16bf157a6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.imshow(img10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x16bf1d99cc0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16bf18b9390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.imshow(img20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x16bf1de9da0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16bf1db30f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.imshow(img50)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
